{"id":"W4405757211","doi":"10.1016/j.jcjd.2024.12.004","title":"Switching From Open-source to Commercial Advanced Automated Insulin Delivery System: Glucose Management and Patient Perspective in an Adult Living With Type 1 Diabetes","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Centre Hospitalier de l’Université de Montréal; Université du Québec à Montréal; Université de Montréal; Montreal Clinical Research Institute; HEC Montréal","funders":"","keywords":"Medicine; Perspective (graphical); Insulin delivery; Insulin; Intensive care medicine; Type 2 diabetes; Diabetes management; Continuous glucose monitoring; Diabetes mellitus; Type 1 diabetes; Internal medicine; Endocrinology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005216522,0.000123624,0.0002517718,0.0002287641,0.001593597,0.001397429,0.0003112814,0.001078055,0.00356991],"category_scores_gemma":[0.002539833,0.0001415299,0.0004183779,0.0004152776,0.0004011625,0.0009154751,0.000674028,0.001926543,0.0002769885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008611821,"about_ca_system_score_gemma":0.0009352579,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008323552,"about_ca_topic_score_gemma":0.01930618,"domain_scores_codex":[0.9994356,0.0001392599,0.00005792038,0.00006411177,0.0001133315,0.0001898206],"domain_scores_gemma":[0.998763,0.0002832499,0.0002700698,0.00002118129,0.0001257196,0.0005369068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001854404,0.004918102,0.848006,0.0001793637,0.0001432928,0.04861553,0.01128596,0.0005100297,0.002178827,0.001218595,0.01007621,0.07101371],"study_design_scores_gemma":[0.0002125349,0.00629751,0.7719162,0.0006213369,0.0002703394,0.0839616,0.1080103,0.005381588,0.001657224,0.002374792,0.01906377,0.0002329018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909201,0.0004547806,0.0001518441,0.004715215,0.00009135026,0.00001213229,0.00009785817,0.000007368454,0.003549313],"genre_scores_gemma":[0.9956554,0.0004717641,0.0003468999,0.002558096,0.00006910719,0.000004539983,0.00007224353,0.000005618656,0.0008163426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9916764,"threshold_uncertainty_score":0.01655018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00974872764160739,"score_gpt":0.2557388820916603,"score_spread":0.2459901544500529,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}